II-SDV 2017: Artificial Intelligence is not a Matter of Strength but of Intelligence

© cortical.io inc. 2017
Co-founder and General Manager
Francisco De Sousa Webber
Language Intelligence through Semantic Folding
f.webber@cortical.io
AI is not a matter of strength …
… but of Intelligence

©cortical.ioinc.2017
timely
worldwide
generic
complete
A startup company from Vienna - Austria
We explore & expand
Semantic Folding Theory
We spread & sell Semantic
Folding Technology
What is Cortical.io?

The Fundamental NLP Problem
Computing is processing of values
Numbers can be computed directly: 2+3=5

The Fundamental NLP Problem
But What about Words?
What is the value of the word “CAT”
The Representational Problem
Computing is processing of values

The Representational Problem
Statistical Modelling
word frequencies
vector space models
Zipf’s law
word independence
distributional probabilities
TF/IDF
n-grams
Semantic Grounding
SIMPLIFICATION model-free processing
?
Brute Force Processing Direct Computation with Text

It was in the middle of winter, when
the broad flakes of snow were falling
around, that a certain queen sat
working at her window, the frame of
which was made of fine black ebony;
and, as she was looking out upon
the snow, she pricked her finger, and
three drops of blood fell upon it.
middl winter broad flake snow fall
queen sat window frame fine
black eboni look snow prick finger
drop blood fell
LITTLE SNOW WHITE littl snow white
NLP Reality Check

The search field of view
The actual Internet
The “virtual view” of the internet
The “blind spot”user
internet  
is  
growing
visible
internet is
growing
slowly
invisible
internet is
growing fast
Systemic Limitation of Information Access on the Internet
By using keyword search on very large document collections  
many pages cannot be reached

Brute Force Processing
Training Data Simplifying Data
Conversion
Statistical Model
ML
Algorithm

Brute Force Processing
Problems
• Low Semantic Payload Encoding —> Ambiguity
• Low Training Efficiency —> Lots of Data
• Need labeled Data —> Manual Preparation
• Simplification Noise —> False Positives
• Black Box Effect —> No Debugging
• Training is Task Specific —> Low Reusability
• Computationally Intensive —> No Real-Time
• Tuning only by ML Experts —> High Project Risk
“ Get me all emails where customers complain ” —> VERY HARD PROBLEM

Solution:  
Semantic Folding
• By Jeff Hawkins (Silicon Valley, California)
• numenta.com technical implementation & IP
• Processing algorithm of the human brain (neo-cortex)
Hierarchical Temporal Memory Theory
• By Francisco De Sousa Webber (Vienna, Austria)
• cortical.io technical implementation & IP
• Processing language-data like the human brain
+

• Based on recent findings in Neuroscience
• Implemented as Unsupervised Machine Learning approach
• Replaces complex statistical modelling by Analogical Computation

Cortical Constraints
• Neocortex is a 2D sheet of repeating Modular Assemblies of neurons with
binary inputs.
• Neocortex is a Memory System not a processor.
• Neocortex stores Pattern Sequences.
• Neocortex is an Online Learning system
• Neocortex is only Trained by Exposure to real-world data
• All data fed into the neocortex must have Sparse Distributed Representation
(SDR) format:
• SDRs are very long Binary Vectors with max. 2% of “1”.
• Every SDR-bit is a self-contained Semantic Feature of the world (via sensorial input).
• Every SDR-bit is an Explicit Part of the signal.
• Similar “things” have similar SDRs.
• The Union of SDRs maintains all information of its members.

fMRI Evidence 2008: T. Mitchell
Predicting Human Brain Activity Associated with the Meanings of Nouns
Tom M. Mitchell, et al.
Science 320, 1191 (2008);
DOI: 10.1126/science.1152876

fMRI Evidence 2016: A. Huth
“The similarity in semantic topography across different subjects is really
surprising.”
Natural speech reveals the semantic maps that tile human cerebral cortex
Alex Huth et al.
Nature, 2016
“This study shows how 985 distinct semantic concepts are mapped systematically
across the surface of the cerebral cortex.”
“The resulting maps show that semantic information is represented in rich patterns
that are distributed across several broad regions of cortex.”

Virtual Word Layer
hear see touch
word (SDR)
…..Wordsensorstream
Wordproductionstream
Symbolinput
Muscles
Motor output
Symboloutput
Virtualization into Retina

Phase 1: Generation of the Semantic Map
For instance, those who prosecuted and convicted Socrates have left no testament. Historians therefore face
the challenge of reconciling the various evidence from the extant texts in order to attempt an accurate and
consistent account of Socrates' life and work. The result of such an effort is not necessarily realistic, even if
consistent.
As for discovering the real-life Socrates, the difficulty is that ancient sources are mostly philosophical or
dramatic texts, apart from Xenophon. There are no straightforward histories, contemporary with Socrates, that
dealt with his own time and place. A corollary of this is that sources that do mention Socrates do not
necessarily claim to be historically accurate, and are often partisan.
To understand Socrates and his thought, one must turn primarily to the works of Plato, whose dialogues are
thought the most informative source about Socrates' life and philosophy, and also Xenophon. These writings
are the Sokratikoi logoi, or Socratic dialogues, which consist of reports of conversations apparently involving
Socrates.
Nothing written by Socrates remains extant. As a result, all first-hand information about him and his
philosophies depends upon secondary sources. Furthermore, close comparison between the contents of
these sources reveals contradictions, thus creating concerns about the possibility of knowing in-depth the
real Socrates. This issue is known as the Socratic problem, or the Socratic question.
Through his portrayal in Plato's dialogues, Socrates has become renowned for his contribution to the field of
ethics, and it is this Platonic Socrates who lends his name to the concepts of Socratic irony and the Socratic
method, or elenchus. The latter remains a commonly used tool in a wide range of discussions, and is a type
of pedagogy in which a series of questions is asked not only to draw individual answers, but also to
encourage fundamental insight into the issue at hand. Plato's Socrates also made important and lasting
contributions to the field of epistemology, and his ideologies and approach have proven a strong foundation
for much Western philosophy that has followed.
Socrates ( 470/469 – 399 BC) was a classical Greek (Athenian) philosopher credited as one of the founders
of Western philosophy. He is an enigmatic figure known chiefly through the accounts of classical writers,
especially the writings of his students Plato and Xenophon and the plays of his contemporary Aristophanes.
Plato's dialogues are among the most comprehensive accounts of Socrates to survive from antiquity, though it
is unclear the degree to which Socrates himself is "hidden behind his 'best disciple', Plato".
step1: IDENTIFICATION step 2: PARSING
step 3: SLICING step 4: CLUSTERING

Phase 2: Semantic Fingerprint Generation
For instance, those who prosecuted and convicted Socrates have left no testament. Historians therefore face
the challenge of reconciling the various evidence from the extant texts in order to attempt an accurate and
consistent account of Socrates' life and work. The result of such an effort is not necessarily realistic, even if
consistent.(117,63)
As for discovering the real-life Socrates, the difficulty is that ancient sources are mostly philosophical or
dramatic texts, apart from Xenophon. There are no straightforward histories, contemporary with Socrates,
that dealt with his own time and place. A corollary of this is that sources that do mention Socrates do not
necessarily claim to be historically accurate, and are often partisan.(122,40)
To understand Socrates and his thought, one must turn primarily to the works of Plato, whose dialogues are
thought the most informative source about Socrates' life and philosophy, and also Xenophon. These writings
are the Sokratikoi logoi, or Socratic dialogues, which consist of reports of conversations apparently involving
Socrates.(102,85)
Nothing written by Socrates remains extant. As a result, all first-hand information about him and his
philosophies depends upon secondary sources. Furthermore, close comparison between the contents of
these sources reveals contradictions, thus creating concerns about the possibility of knowing in-depth the
real Socrates. This issue is known as the Socratic problem, or the Socratic question.(23,36)
Through his portrayal in Plato's dialogues, Socrates has become renowned for his contribution to the field of
ethics, and it is this Platonic Socrates who lends his name to the concepts of Socratic irony and the Socratic
method, or elenchus. The latter remains a commonly used tool in a wide range of discussions, and is a type
of pedagogy in which a series of questions is asked not only to draw individual answers, but also to
encourage fundamental insight into the issue at hand. Plato's Socrates also made important and lasting
contributions to the field of epistemology, and his ideologies and approach have proven a strong foundation
for much Western philosophy that has followed.(110,45)
Socrates ( 470/469 – 399 BC) was a classical Greek (Athenian) philosopher credited as one of the founders
of Western philosophy. He is an enigmatic figure known chiefly through the accounts of classical writers,
especially the writings of his students Plato and Xenophon and the plays of his contemporary Aristophanes.
Plato's dialogues are among the most comprehensive accounts of Socrates to survive from antiquity, though
it is unclear the degree to which Socrates himself is "hidden behind his 'best disciple', Plato”.(17,83)
WORD LIST CONTEXT LOOKUP
SEMANTIC FINGERPRINT DB
…
Socrates
classical
Greek
Athenian
philosopher
credited
as
one
of
the
founders
Western
philosophy
He
is
an
enigmatic
.
.
.
Aristophanes
Plato's
dialogues
are
among
most
comprehensi
ve
accounts
… Socrates classical the Athenian philosopher is

The Cortical.io  
Retina Technology …
… converts any text into  
a semantic ﬁngerprint.
“mobile phone” Fingerprint Generation

organ
Step 1: Word Fingerprints
piano
church
liver

aggregation
+
sparsification
Step 2: Text Fingerprints
teens like to hear music on their mobile phones
teens like to hear
music on their mobile
phones

Similar meanings …
… look similar
37% overlap
teens like using itunes on their iphone he consumes chart hits on his notebook

Different meanings …
… look different
the fishermen
are sailing out of
5% overlap
teens like using itunes on their iphone the fishermen are sailing out of the harbor

Semantic Feature Inspection
“done deal” “signed contract”
Contexts:
investors,
liquidity,
shareholders,
risks,  
regulated,
corporate,
managers
Overlap 30%

Tuning The Semantic Space
“cholecystitis”
unsupervised
training on
less semantic detail
more semantic detail

All u need to know about the newly elected
President of Galmudug administration
By SOMALI CURRENT / Jul 5, 2015
Abdikarim Hussein Gulled was born in
Beladweyne, Hiraan region in 1967. He
attended his primary school in the same
town and later travelled to Yemen for his
higher education. He was admitted to
Yemen University of Science and
Technology.
Dynamically extend the
Vocabulary
Automated updating reduces maintenance costs
Add new terms “on the fly” without retraining
Abdikarim Hussein Gulled
News Message New Term
All u need to know about the newly elected
President of Galmudug administration
By SOMALI CURRENT / Jul 5, 2015
Abdikarim Hussein Gulled was born in
Beladweyne, Hiraan region in 1967. He
attended his primary school in the same
town and later travelled to Yemen for his
higher education. He was admitted to
Yemen University of Science and
Technology.
New Fingerprint

Aligning Semantic Spaces
philosophy philosophie filosofía философия ‫ﻓﻠﺳﻔﺔ‬
Concepts and their representations are stable
across languages.
EN FR ES RU AR ZH

NLU Primitives: Disambiguation
organ
most similar Term
liver
organ - liver piano
most similar Term
organ - liver - piano
most similar Term
church

NLU Primitives: Classification
semantic space trained on “Zoology”
mammal  
AND  
mammals  
AND  
mammalian
cat dog elephant
ant frog chicken
Semantic filter FP mammal class
non - mammal class

NLU Primitives: Search
similarity engineexample  
document
most similar documents ordered along  
the users information need
query document index result set ranking

NLU Primitives: Keywords
Socrates 470/469 – 399 BC was a classical Greek (Athenian)
philosopher credited as one of the founders of Western
philosophy. He is an enigmatic ﬁgure known chieﬂy through the
accounts of classical writers, especially the writings of his
students Plato and Xenophon and the plays of his
contemporary Aristophanes. Plato's dialogues are among the
most comprehensive accounts of Socrates to survive from
antiquity, though it is unclear the degree to which Socrates
himself is hidden behind his best disciple, Plato.
[
"plato",
"socrates",
"philosopher",
"aristophanes",
"antiquity",
"writings",
"xenophon",
"dialogues",
"disciple",
"philosophy"
]
Extract Keywords
aggregation
maximise for similarity

Snoring
Definition
Snoring is a sound generated during sleep by vibration of loose tissue in the upper airway.
Description
Snoring is one symptom of a group of disorders known as sleep-disordered breathing. It occurs when the soft palate, uvula, tongue, tonsils, and/or muscles in the back of the throat rub against each
other and generate a vibrating sound during sleep. Twenty percent of all adults are chronic snorers, and 45% of normal adults snore occasionally. As people grow older, their chance of snoring
increases. Approximately half of all individuals over 60 snore regularly. In some cases, snoring is a symptom of a more serious disorder called obstructive sleep apnea (OSA). OSA occurs when part of
the airway is closed off (usually at the back of the throat) while a person is trying to inhale during sleep, and breathing stops for more than 10 seconds before resuming again. These breathless
episodes can occur as many as several hundred times a night. People with OSA almost always snore heavily, because the same narrowing of the airway that causes snoring can also cause OSA.
Snoring may actually contribute to OSA as well, because the vibration of the throat tissues that occurs in snoring can cause the tissue to swell. Snoring is associated with physical problems as well as
social stress. People who do not suffer from OSA may be diagnosed with socially unacceptable snoring (SUS), which refers to snoring that is loud enough to prevent the sleepers bed partner or
roommate from sleeping. SUS is a factor in the breakup of some marriages and other long-term relationships. Moreover, a study published in 2002 indicates that people who snore are at increased risk
of developing type 2 diabetes. Snoring appears to be a risk factor that is independent of body weight or a family history of diabetes.
Causes and symptoms
There are several major causes of snoring, including: Excessively relaxed throat muscles. Alcohol, drugs, and sedatives can cause the throat muscles to become lax, and/or the tongue to pull back into
the airway. Large uvula. The piece of tissue that hangs from the back of the throat is called the uvula. Individuals with a large or longer than average uvula can suffer from snoring when the uvula
vibrates in the airway. Large tonsils and/or adenoids. The tonsils (tissue at the back of either side of the throat) can also vibrate if they are larger than normal, as can the adenoids. Excessive weight.
Overweight people are more likely to snore. Their snoring is frequently caused by the extra throat and neck tissue they are carrying around. Nasal congestion. Colds and allergies can plug the nose,
creating a vacuum in the throat that results in snoring as airflow increases. Cysts and tumors. Cysts and/or tumors of the throat can trigger snoring. Structural problems of the nose. A deviated septum
or other nasal problems can also cause snoring.
Diagnosis
A patient interview, and possibly an interview with the patients spouse or anyone else in the house? hold who has witnessed the snoring, is usually enough for a diagnosis of snoring. A medical history
that includes questions about alcohol or tranquilizer use; past ear, nose, and throat problems; and the pattern and degree of snoring will be completed, and a physical examination will be performed to
determine the cause of the problem. This will typically include examination of the throat to look for narrowing, obstruction, or malformations. In some cases the patient may be referred to a dentist or
orthodontist for evaluation of the jaw structure and dentition. In addition, the patient may be examined by sleep endoscopy. In this procedure, the patient is given a medication (midazolam) to induce
sleep. His or her throat and nasal passages are then examined with a flexible laryngoscope. In many cases, sleep endoscopy reveals obstructions that are not apparent during a standard physical
examination of the throat. Many patients are found to have obstructions at more than one level in their breathing passages. If the snoring is suspected to be a symptom of a more serious disorder such
as obstructive sleep apnea, the patient will require further testing. This testing is called a polysomnography study, and is conducted during an overnight stay in a specialized sleep laboratory. The
polysomnography study includes measurements of heart rate, airflow at the mouth and nose, respiratory effort, sleep stage (light sleep, deep sleep, dream sleep, etc.), and oxygen level in the blood.
Treatment
There are a number of remedies for snoring, but few are proven clinically effective. Popular treatments include: Mechanical devices. Many splints, braces, and other devices are available which reposition the nose, jaw, and/or mouth in order to clear
the airways. Other devices are designed to wake an individual when snoring occurs. Patients should consult a dentist or orthodontist about these devices, as most require custom fitting. In addition, persons with certain types of gum disease or dental
problems should not be fitted with oral appliances to stop snoring. Nasal strips. Nasal strips that attach like an adhesive bandage to the bridge of the nose are available at most drugstores, and can help stop snoring in some individuals by opening the
nasal passages. Continuous positive airway pressure (CPAP). Some chronic snorers find relief by sleeping with a nasal mask that provides air pressure to the throat. Decongestants. Snoring caused by nasal congestion may be successfully treated
with decongestants. Some effective herbal remedies which clear the nasal passages include golden rod (Solidago virgauria) and golden seal (Hydrastis canadensis). Steam inhalation of essential oils of eucalyptus blue gum (Eucalyptus globulus) or
peppermint (Mentha x piperata) can also relieve congestion. Weight loss. Snoring thought to be caused by exces? sive weight may be curtailed by a sensible weight loss and exercise program. Sleep position. Snoring usually worsens when an
individual sleeps on his or her back, so sleeping on ones side may alleviate the problem. Those who have difficulty staying in a side sleeping position may find sleeping with pillows behind them helps them maintain the position longer. Other devices
include a new vest designed to prevent the sleeper from lying on his or her back. Bed adjustments. For some people, raising the head of the bed solves their snoring problem. A slight incline can prevent the tongue from retracting into the back of the
throat. Bricks, wooden blocks, or specially designed wedges can be used to elevate the head of the bed approximately 4-6 in. Alternative treatments that have been reported to be effective for patients whose snoring is caused by colds or allergies
include acupuncture, homeopathy, and aromatherapy treatments. Aromatherapy treatments for snoring typically make use of marjoram oil, which is thought to be particularly effective in clearing the nasal passages.
Allopathic treatment
Several surgical procedures are available for treat? ing chronic snoring. These include: Uvulopalathopharyngoplasty (UPPP), a surgical procedure which involves removing excess throat tissues (e.g., tonsils, parts of the soft palate) to expand the
airway. The success rate of UPPP is about 53% after five years. The success of the surgery is related to the patients body mass before the operation. Laser-assisted uvulopalatoplasty (LAUP) uses a surgical laser to remove part of the uvula and
palate. Its chief drawback is a period of discomfort that lasts for about a week following surgery. Palatal stiffening is a minimally invasive surgical technique in which a laser or a cauterizer is used to produce scar tissue in the soft palate in order to stop
the vibrations that produce snoring. Radiofrequency ablation is another technique that uses scarring to shrink the uvula and/or soft palate. A needle electrode is used to shrink and scar the mouth and throat tissues. Like other surgical treatments for
snoring, radiofrequency ablation has a relapse rate over the long term. One of its advantages, however, is that it is less painful than other surgical treatments.
Prevention
Adults with a history of snoring may be able to prevent snoring episodes with the following measures: Avoid alcohol and sedatives before bedtime. Remove allergens from the bedroom. Use a decongestant before bed. Sleep on the side of the body,
not the back.
NLU Primitives: Slicing
slicing
point

Technology Comparison
Improved Accuracy over State of the Art
Amount of Training Material needed
Language Dependency
Processing Speed per Worker Node
Semantic Payload
Closes Vocabulary Gap
Representation Vector is Compositional
Simple Tuning
Enterprise Ready
Semantic Folding
up to 25%
0.4 M Wikipedia pages
One Training Set applies  
to all Languages
1 M FPs/sec
16,384 explicit features
Yes
Yes
Yes
Yes
Word2Vec
up to 5%
2,000 M Web pages
Every Language needs
its own Training Set
100 words/sec
300 opaque features
No
No
No
No
5:1
5000:1
10000:1
50:1
n:1
Efficiency

Cloudera Integration

Semantic Folding Products
• Document Retrieval
• Expert Finding
• Knowledge Management
Enterprise Semantic Search
• Semantic Streaming Text Filter
• (Social) Media Monitoring
• Business Intelligence & Analytics
Big Text Data
• Natural Language based Automation
• Content Personalisation
• Semantic Profiling
Semantic Matching
similarity engine
example  
document
most similar
documents
ordered along  
the users
information need
#finance
#markets
#mobile
#movies
#products
#trend Topic of interest
Analytics
Match
Making
EnterpriseApplicationWebApp

Semantic Search
similarity engineexample  
document
most similar
documents
ordered along  
the users
information need

Semantic Content Filter
real-time, across languages, intelligent, meaning based
#finance
#markets
#mobile
#movies
#products
#trend
Topic of interest
Analytics

Example: Twitter Filter  
The State of the Art
desired topic
Every tweet related to
smart phones
200 catch words
mobile phone
Iphone
cell
Android
…
sim-card
text message
network
Verizon
Apple
Google
…
5 words per tweet
Required throughput
for one filter
200 X 5 X 20,000 = 20,000,000 comparisons per second
20,000 tweets/sec

Example: Twitter Filter  
Semantic Fingerprinting
stream of  
semantic fingerprints
twitter firehose
realtime
content sub-stream
Filter
Fingerprint
not
matching
matchmatchmatch

Newstillery-API
Filter Engine
Personalised News
Global:
News
Blogs
Forums
+300K Sources
240 Languages
+5M posts/day
Articles
Posts
Fingerprint
Stream
B2B
Access
B2C
Access
News Alerting
Brand Monitoring
Press Clipping
Content Providing
User profile information
to define 1st free filterGet fully personalised news from
all messages (360 degree view)
Modify free filter or create
additional (payable)
topic filters with
360 degree view

• match people by their profiles
• no keyword or field based
string matching limitations
• semantic similarity measure to
compare professional profiles
• different profiles for
professional, leisure, interests,
sports etc…
Social Media  
Proﬁle Matching
profile
fingerprint
activity
fingerprint

• create fingerprints
from product
descriptions
• find similar products
by matching
description fingerprints
• create customer
fingerprints from
purchased products
Product recommendations
match
Product
Recommendation
product description
fingerprint
similar products
recommendations

Dynamic Topic Pattern Analysis
Start catching messages with obfuscated or metaphoric language
Unexpected or sudden topic jumps are detected
Ongoing e-mail conversation Time >
Henyep Investment Bank Ltd's strategy is to provide it's clients with one of the most
comprehensive product offerings currently available in the market. The Henyep Group's in-house
product development and research experts are continuously improving our offering to suit the
needs of the investors' market.
Unlike forex only service providers, Henyep Investment Bank Ltd allows it's clients to gain
exposure to multiple capital markets, thus allowing investors to develop a diverse portfolio from a
single integrated account.
Except for our foreign exchange offerings all other products are structured as Contracts for
Difference (CFDs)
A CFD is a tradable financial derivative instrument that mirrors the movements of the asset
underlying it. It allows for profits or losses to be realized when the underlying asset moves in
relation to the position taken, but the actual underlying asset is never owned. Essentially, it is a
contract between the client and the firm.
All our products offer deep liquidity, margin trading, and direct execution.
The amount of cash collateral contributed by a client as a percentage of the current market value
of the securities held in a margin account.
View Product Specifications
Under the tri-partite customer agreement, all Henyep Investment Bank clients are also clients of
HY Investment*. Accordingly, all products offered for trading are published and updated by HY
Investment.
Unlike forex only service providers, Henyep Investment Bank Ltd allows it's clients to gain
exposure to multiple capital markets, thus allowing investors to develop a diverse portfolio from
a single integrated account.
Except for our foreign exchange offerings all other products are structured as Contracts for
Difference (CFDs)
Contracts for Differences (CFDs) Explained in Brief
A CFD is a tradable financial derivative instrument that mirrors the movements of the asset
underlying it. It allows for profits or losses to be realized when the underlying asset moves in
or losses to be realized when the underlying asset moves in relation to the position taken, but
the actual underlying asset is never owned. Essentially, it is a contract between the client and
the firm.
All our products offer deep liquidity, margin trading, and direct execution.
Margin Trading Explained in Brief
The amount of cash collateral contributed by a client as a percentage of the current market
value of the securities held in a margin account.
View Product Specifications
Appearance of unexpected
topic clusters  
“…buying Seafood needs fast decisions…”
Buyer Buyer
Seller Seller Seller
Compliance Monitoring

q  Existing email surveillance system
•  High number of false positives -> large amount of manual review
•  Misses emails where keywords don’t match
•  Does not scale (too slow)
q  Cortical email surveillance engine
•  Created custom semantic space (Retina) for ﬁnance
q  Advantages
•  Able to uncover interesting emails that cannot be found with
keywords
•  Reduced false positives while maintaining high recall
•  High speed (real-time) – can check 100% of emails
•  Dynamically updating (keeps up with jargon)
Semantic
fingerprints
resolve
vocabulary
mismatch
fraud crime crimes corruption
Closing the Vocabulary Gap
Compliance Monitoring

TV Caption Topic Clustering
Content Management

Topic Clustering
Content Management
25%

Author Detection
Digital Publishing
Document
Document
Document
Document
Author 1
Document
Document
Document
Document
Author 2
Document
Document
Document
Document
Author 3
Document
Unknown
Author
compare
Author 1
Examples Documents
Aggregated Fingerprints

Semantic Correlation of SEC Filings
Analytics

Combine Fingerprints with AI Algorithms
Text Anomaly Detection
7. Enabling Artificial Intelligence Applications
email
chat
Message Forums
Blog Posts
Facebook Posts
Realtime Anomaly Detection in Text Streams
any Text Stream

Combine Fingerprints with AI Algorithms
http://www.cortical.io/demos/semantic-anomaly-detection/
Semantic Anomaly Detection

website: cortical.io
product: https://aws.amazon.com/marketplace/pp/B00T5794P6/
twitter: http://twitter.com/cortical_io
video: https://www.youtube.com/watch?v=g3ZxJokDpds
demos: http://www.cortical.io/demos.html
API: http://api.cortical.io
Numenta: http://numenta.com

II-SDV 2017: Artificial Intelligence is not a Matter of Strength but of Intelligence

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II-SDV 2017: Artificial Intelligence is not a Matter of Strength but of Intelligence